Seven years ago, Morgan Stanley executive Michael Garrity took on an unusual job within a securities firm: casino developer in Atlantic City, N.J.

The imposing casino, called Revel, opened a year ago but has been a financial disaster. Morgan Stanley in 2010 pulled out and wrote down nearly $1.2 billion it poured into the project. Mr. Garrity, who...